Abstract
Second-order sufficient optimality conditions (SSC) are derived for an optimal control problem subject to mixed control-state and pure state constraints of order one. The proof is based on a Hamilton-Jacobi inequality and it exploits the regularity of the control function as well as the associated Lagrange multipliers. The obtained SSC involve the strict Legendre-Clebsch condition and the solvability of an auxiliary Riccati equation. They are weakened by taking into account the strongly active constraints.
Similar content being viewed by others
References
Pickenhain, S., and Tammer, K., Sufficient Conditions for Local Optimality in Multidimensional Control Problems with State Restrictions, Zeitschrift für Analysis und ihre Anwendungen, Vol. 10, pp. 397–405, 1991
Maurer, H., and Pickenhain, S., Second-Order Sufficient Conditions for Control Problems with Mixed Control-State Constraints, Journal of Optimization Theory and Applications, Vol. 86, pp. 649–667, 1995.
Hartl, R. F., Sethi, S. P., and Vickson, R. G., A Survey of the Maximum Principle for Optimal Control Problems with State Constraints, SIAM Review, Vol. 37, pp. 181–218, 1995.
Malanowski, K., On Normality of Lagrange Multipliers for State-Constrained Optimal Control Problems, Optimization, Vol. 52, pp. 75–91, 2003.
Zeidan, V., The Riccati Equation for Optimal Control Problems with Mixed State-Control Problems: Necessity and Sufficiency, SIAM Journal on Control and Optimization, Vol. 32, pp. 1297–1321, 1994.
Malanowski, K., and Maurer, H., Sensitivity Analysis for Parametric Problems with Control-State Constraints, Computational Optimization and Applications, Vol. 5, pp. 253–283, 1996.
Hager, W. W., Lipschitz Continuity for Constrained Processes, SIAM Journal on Control and Optimization, Vol. 17, pp. 321–338, 1979.
Neustadt, L. W., Optimization: A Theory of Necessary Conditions, Princeton University Press, Princeton, New Jersey, 1976.
Fiacco, A. V., and Mccormick, G. P., Nonlinear Programming: Sequential Unconstrained Minimization Techniques, John Wiley, New York, NY, 1968.
Maurer, H., and Zowe, J., First and Second-Order Necessary and Sufficient Optimality Conditions for Infinite-Dimensional Programming Problems, Mathematical Programming, Vol. 16, pp. 98–110, 1979.
Haynsworth, E. V., Determination of the Inertia of a Partitioned Hermitian Matrix, Linear Algebra and Applications, Vol. 1, pp. 73–81, 1968.
Maurer, H., First and Second-Order Sufficient Optimality Conditions in Mathematical Programming and Optimal Control, Mathematical Programming Study, Vol. 14, pp. 163–177, 1981.
Malanowski, K., and Maurer, H., Sensitivity Analysis for State–Constrained Optimal Control Problems, Discrete and Continuous Dynamical Systems, Vol. 4, pp. 241–272, 1998.
Augustin, D., and Maurer, H., Computational Sensitivity Analysis for State-Constrained Control Problems, Annals of Operations Research, Vol. 101, pp. 75–99, 2001.
Augustin, D., and Maurer, H., Second-Order Sufficient Conditions and Sensitivity Analysis for the Optimal Control of a Container Crane under State Constraints, Optimization, Vol. 49, pp. 351–368, 2001.
Kawasaki, H., and Zeidan, V., Conjugate Points for Variational Problems with Equality State Constraints, SIAM Journal on Control and Optimization, Vol. 39, pp. 433–456, 2000.
Oberle, H. J., and Grimm, W., BNDSCO: A Program for the Numerical Solution of Optimal Control Problems, Report 515-89/22, Institute for Flight Systems Dynamics, DLR, Oberpfaffenhofen, Germany, 1989.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Malanowski, K., Maurer, H. & Pickenhain, S. Second-Order Sufficient Conditions for State-Constrained Optimal Control Problems. Journal of Optimization Theory and Applications 123, 595–617 (2004). https://doi.org/10.1007/s10957-004-5725-0
Issue Date:
DOI: https://doi.org/10.1007/s10957-004-5725-0